4_Hardship_specification_curve_Environment
2024-05-08
Set path Laura: ONLY USE FOR LAURA
#base_path <- "//home.kt.ktzh.ch/B117T23$/Desktop/Riskktaking/Data"
base_path <- "/Users/laurabazzigher/Documents/GitHub/risk_wvs/data/dataset/Data_S3"Load libraries
library("dplyr")
library("tidyverse")
library("tidyr")
library("readxl")
if (!require("devtools")) install.packages("devtools")
devtools::install_github("aphp/rgho")
library(rgho)Load dataset to create Hardship-Index
risktaking <- read.csv(file.path(base_path, "gps_wvs_combined.csv"), header=TRUE, as.is=TRUE)
hardship_Original <- read.csv(file.path(base_path, "countryfacts_cleaned.csv"), header=TRUE, as.is=TRUE)
str(risktaking)## 'data.frame': 229065 obs. of 8 variables:
## $ country : chr "Turkey" "Turkey" "Turkey" "Turkey" ...
## $ isocode : chr "TUR" "TUR" "TUR" "TUR" ...
## $ gender : int 1 1 1 0 0 0 1 0 0 0 ...
## $ age : num -0.931 0.497 -1.229 -1.05 -1.05 ...
## $ hardship_index: num 0.0781 0.0781 0.0781 0.0781 0.0781 ...
## $ risktaking : num 60.2 53.9 60.2 62.7 61.2 ...
## $ source : chr "gps" "gps" "gps" "gps" ...
## $ worldmap : chr "both" "both" "both" "both" ...Hardship Countrylist
hardship_environment <- risktaking %>%
group_by(country, isocode) %>% # Gruppierung nach Land und ISO-Code
summarise(
avg_age = mean(age, na.rm = TRUE), # Durchschnittsalter, NA-Werte ignorieren
avg_hardship_index = mean(hardship_index, na.rm = TRUE), # Durchschnittlicher Hardship-Index
avg_risktaking = mean(risktaking, na.rm = TRUE), # Durchschnittliches Risikoverhalten
) %>%
rename(COUNTRY = isocode) %>% # Umbenennen von 'isocode' zu 'COUNTRY'
arrange(country) # Sortieren der Ergebnisse nach Land
hardship_Original <- hardship_Original %>%
rename(COUNTRY = code) %>%
select(COUNTRY, homiciderate, gdp, infantmortality, lifeexpectancy, gini, femalemale_primedu, hardship_index)
hardship_environment <- hardship_Original %>%
full_join(hardship_environment, by = "COUNTRY")
# Löschen aller Einträge zu "Serbia and Montenegro"
risktaking <- risktaking %>%
filter(country != "Serbia and Montenegro")
hardship_Finance <- hardship_environment %>%
filter(COUNTRY != "Serbia and Montenegro")
head(hardship_environment)## COUNTRY homiciderate gdp infantmortality lifeexpectancy gini
## 1 AFG 0.73081567 2.2360657 2.37578109 4.0022569 -0.9956570
## 2 DZA -0.94251429 0.3486396 0.67575023 -0.4367913 -1.2221060
## 3 AND -0.37932540 -1.0837948 -1.34931275 -1.2409599 -1.2724280
## 4 ARG 0.30124250 -0.2861997 -0.07668981 -0.4796043 0.6272279
## 5 ARM 0.06070368 0.1067501 0.18958519 -0.1468729 -1.5240381
## 6 AUS -1.04808642 -1.0818945 -1.21803875 -1.1806477 -0.3792123
## femalemale_primedu hardship_index country avg_age avg_hardship_index
## 1 8.81084638 2.86001812 Afghanistan -0.69804334 2.86001812
## 2 -0.27456306 -0.30859746 Algeria -0.30657247 -0.30859746
## 3 -0.27552784 -0.93355812 Andorra -0.06025079 -0.93355812
## 4 -0.27552784 -0.03159187 Argentina 0.17942269 -0.03159187
## 5 0.01555433 -0.21638627 Armenia 0.28752726 -0.21638627
## 6 -0.29382066 -0.86695006 Australia 0.55954069 -0.86695006
## avg_risktaking
## 1 51.72412
## 2 53.03729
## 3 51.90591
## 4 48.60275
## 5 48.98472
## 6 49.05534Copy and rename original hardship-Variables
# Umformen des 'hardship_Original' Datensatzes
hardship_environment <- hardship_environment %>%
mutate(
HS_original_infantmortality = infantmortality,
HS_original_lifeexpectancy = lifeexpectancy,
e_original_gini = gini,
f_original_gini = gini,
c_original_homiciderate = homiciderate,
f_original_gdp = gdp,
HS_original_genderequality = femalemale_primedu
)
# Überprüfung der neuen Struktur
str(hardship_environment)## 'data.frame': 106 obs. of 19 variables:
## $ COUNTRY : chr "AFG" "DZA" "AND" "ARG" ...
## $ homiciderate : num 0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
## $ gdp : num 2.236 0.349 -1.084 -0.286 0.107 ...
## $ infantmortality : num 2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
## $ lifeexpectancy : num 4.002 -0.437 -1.241 -0.48 -0.147 ...
## $ gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ femalemale_primedu : num 8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
## $ hardship_index : num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ country : chr "Afghanistan" "Algeria" "Andorra" "Argentina" ...
## $ avg_age : num -0.698 -0.3066 -0.0603 0.1794 0.2875 ...
## $ avg_hardship_index : num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ avg_risktaking : num 51.7 53 51.9 48.6 49 ...
## $ HS_original_infantmortality: num 2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
## $ HS_original_lifeexpectancy : num 4.002 -0.437 -1.241 -0.48 -0.147 ...
## $ e_original_gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ f_original_gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ c_original_homiciderate : num 0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
## $ f_original_gdp : num 2.236 0.349 -1.084 -0.286 0.107 ...
## $ HS_original_genderequality : num 8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...Liste aller verfügbaren Dimensionen
dimensions <- get_gho_dimensions()Werte für die Dimension “GHO” abrufen
gho_values <- get_gho_values("GHO")
# View(gho_values) # Öffnet die Werte in RStudio
# Beispiel: Suche nach "SA_0000001837"
gho_values[grepl("SA_0000001699", gho_values$Code), ]## A 'GHO' object of 2 elements.
##
## Code Title
## 2154 SA_0000001699 Age limits off-premise sales
## 2155 SA_0000001699_ARCHIVED Age limits off-premise sales (archived)Naming:
Hardship:
- Health / Safety (HS), Crime (C), Financial (F), Environmental (E)
Factor:
- HS: Alcohol (alc), Drugs (drg), Nicotine (nic), Mental Health (mh), Sex (sex), Other (oth)
- F: Gambling (gam), Investment (inv), Other (oth)
- E: Exposure (exp), Socioeconomic (ses), Other (oth)
Abrufen der Daten für den spezifischen Indikatorcode
e_exp_airdeath100k <- get_gho_data(code = "SDGAIRBODA") # Household and ambient air pollution attributable death rate (per 100 000 population, age-standardized)
e_exp_disaster <- get_gho_data(code = "SDGDISASTER") # Average death rate due to natural disasters (per 100 000 population)
e_exp_watersanithyg <- get_gho_data(code = "WSH_10") # Number of diarrhoea deaths from inadequate water, sanitation and hygiene
e_exp_watersanithyg100k <- get_gho_data(code = "WSH_3") # Water, sanitation and hygiene attributable deaths per 100'000 capita
e_oth_drinkingwater <- get_gho_data(code = "WSH_WATER_BASIC") # Population using at least basic drinking-water services (%)
e_oth_safewater <- get_gho_data(code = "WSH_WATER_SAFELY_MANAGED") # Population using safely managed drinking-water services (%)
#e_exp_airdeath <- get_gho_data(code = "AIR_35") # Household and ambient air pollution attributable deaths
#e_exp_airdaly <- get_gho_data(code = "AIR_60") # Household and ambient air pollution attributable DALYs
#e_oth_climatdeath100k <- get_gho_data(code = "CC_3") # Climate change attributable deaths per 100'000 capita
#e_exp_water <- get_gho_data(code = "WSH_10_WAT") # Number of diarrhoea deaths from inadequate water
#e_oth_climatdaly100k <- get_gho_data(code = "CC_4") # Climate change attributable DALYs per 100'000 capita
#e_oth_climatchilddeath100k <- get_gho_data(code = "CC_6") # Climate change attributable deaths per 100'000 children under 5 years
#e_oth_climatchilddaly100k <- get_gho_data(code = "CC_8") # Climate change attributable DALYs per 100'000 children under 5 years
#e_exp_noise <- get_gho_data(code = "OCC_14") # Occupational noise attributable DALYs per 100'000 capita
#e_oth_waterpoll <- get_gho_data(code = "WSH_DOMESTIC_WASTe_SAFELY_TREATED") # SDG 6.3.1 Proportion of safely treated domestic wastewater flows (%)
# Erste Zeilen der Daten anzeigen
#view(e_exp_airdeath100k)
#view(e_exp_disaster)
#view(e_exp_watersanithyg)
#view(e_exp_watersanithyg100k)
#view(e_oth_drinkingwater)
#view(e_oth_safewater)
#view(e_oth_climatstrategy)Select important rows
e_oth_safewater <- e_oth_safewater %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, RESIDENCEAREATYPE)
e_oth_drinkingwater <- e_oth_drinkingwater %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, RESIDENCEAREATYPE)
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>% select(IndicatorCode, NumericValue, COUNTRY)
e_exp_watersanithyg <- e_exp_watersanithyg %>% select(IndicatorCode, NumericValue, COUNTRY, SEX, AGEGROUP)
e_exp_disaster <- e_exp_disaster %>% select(IndicatorCode, Value, COUNTRY, YEAR)
e_exp_airdeath100k <- e_exp_airdeath100k %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, SEX, GHECAUSE)
#view(e_exp_airdeath100k)
#head(e_oth_safewater)
#str(e_exp_disaster)
#head(e_oth_drinkingwater)
#head(e_exp_watersanithyg100k)
#head(e_exp_watersanithyg)
#head(e_exp_disaster)
#head(e_exp_airdeath100k)e_oth_safewater
# 1. Werte in NumericValue in numerische Werte umwandeln
e_oth_safewater <- e_oth_safewater %>%
mutate(NumericValue = as.numeric(NumericValue))
# 2. Alle Zeilen mit NA in COUNTRY löschen
e_oth_safewater <- e_oth_safewater %>%
filter(!is.na(COUNTRY))
# 3. Filtern, um nur Zeilen mit RESIDENCEAREATYPE == "TOTL" zu behalten
e_oth_safewater <- e_oth_safewater %>%
filter(RESIDENCEAREATYPE == "TOTL")
# 4. Die Daten so transformieren, dass die Jahre als Spalten ausgewiesen werden
e_oth_safewater <- e_oth_safewater %>%
select(COUNTRY, YEAR, NumericValue) %>% # Relevante Spalten auswählen
pivot_wider(names_from = YEAR, values_from = NumericValue) # Jahre als Spalten
# 5. Durchschnitt der Werte zwischen 2005 und 2014 berechnen
e_oth_safewater <- e_oth_safewater %>%
mutate(
e_oth_safewater = rowMeans(select(., `2005`:`2014`), na.rm = TRUE)
)
# Überprüfen der Ergebnisse
head(e_oth_safewater)## # A tibble: 6 × 25
## COUNTRY `2013` `2014` `2009` `2012` `2005` `2017` `2002` `2010` `2000` `2019`
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 MAR 62.6 65.7 50.6 59.5 43.8 71.5 42.4 53.5 41.5 73.6
## 2 MWI 12.5 13.1 10.6 12.0 8.87 14.7 7.68 11.1 6.93 15.9
## 3 ALB 68.5 70.6 60.3 66.4 52.6 70.6 49.0 62.3 49.1 70.7
## 4 SUR 54.3 54.5 53.5 54.1 52.7 55.1 52.1 53.7 51.6 55.5
## 5 POL 92.4 92.0 93.5 92.7 92.0 91.0 NA 93.2 NA 90.3
## 6 LVA 94.6 94.8 93.4 94.3 92.6 95.7 92.4 93.7 92.4 96.3
## # ℹ 14 more variables: `2018` <dbl>, `2008` <dbl>, `2015` <dbl>, `2007` <dbl>,
## # `2003` <dbl>, `2020` <dbl>, `2016` <dbl>, `2011` <dbl>, `2021` <dbl>,
## # `2006` <dbl>, `2022` <dbl>, `2004` <dbl>, `2001` <dbl>,
## # e_oth_safewater <dbl>e_oth_drinkingwater
# 1. Werte in NumericValue in numerische Werte umwandeln
e_oth_drinkingwater <- e_oth_drinkingwater %>%
mutate(NumericValue = as.numeric(NumericValue))
# 2. Alle Zeilen mit NA in COUNTRY löschen
e_oth_drinkingwater <- e_oth_drinkingwater %>%
filter(!is.na(COUNTRY))
# 3. Filtern, um nur Zeilen mit RESIDENCEAREATYPE == "TOTL" zu behalten
e_oth_drinkingwater <- e_oth_drinkingwater %>%
filter(RESIDENCEAREATYPE == "TOTL")
# 4. Die Daten so transformieren, dass die Jahre als Spalten ausgewiesen werden
e_oth_drinkingwater <- e_oth_drinkingwater %>%
select(COUNTRY, YEAR, NumericValue) %>% # Relevante Spalten auswählen
pivot_wider(names_from = YEAR, values_from = NumericValue) # Jahre als Spalten
# 5. Durchschnitt der Werte zwischen 2005 und 2014 berechnen
e_oth_drinkingwater <- e_oth_drinkingwater %>%
mutate(
e_oth_drinkingwater = rowMeans(select(., `2005`:`2014`), na.rm = TRUE) # Durchschnitt berechnen
)
# Überprüfen der Ergebnisse
head(e_oth_drinkingwater)## # A tibble: 6 × 25
## COUNTRY `2020` `2009` `2005` `2007` `2001` `2021` `2006` `2015` `2013` `2008`
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 GIN 68.9 56.3 53.5 54.9 50.7 70.2 54.2 62.8 60.5 55.6
## 2 CHL 100 98.1 97.1 97.6 96.1 100 97.4 99.5 99.0 97.8
## 3 SUR 98.0 93.1 91.4 92.2 89.5 98.0 91.8 95.7 94.9 92.7
## 4 GRC 100 99.9 99.8 99.9 99.7 100 99.8 100 100. 99.9
## 5 GMB 84.5 77.9 75.4 76.6 72.8 85.1 76.0 81.5 80.3 77.2
## 6 SGP 100 100 100 100 100 100 100 100 100 100
## # ℹ 14 more variables: `2022` <dbl>, `2003` <dbl>, `2011` <dbl>, `2017` <dbl>,
## # `2019` <dbl>, `2000` <dbl>, `2002` <dbl>, `2004` <dbl>, `2014` <dbl>,
## # `2016` <dbl>, `2010` <dbl>, `2018` <dbl>, `2012` <dbl>,
## # e_oth_drinkingwater <dbl>e_exp_watersanithyg100k
# Umbenennen der Spalte NumericValue in e_exp_watersanithyg100k
# Sicherstellen, dass NumericValue numerisch ist
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>%
mutate(NumericValue = as.numeric(NumericValue))
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>%
rename(e_exp_watersanithyg100k = NumericValue)
# Überprüfen der Änderungen
head(e_exp_watersanithyg100k)## A 'GHO' object of 6 elements.
##
## IndicatorCode e_exp_watersanithyg100k COUNTRY
## 1 WSH_3 68.53 STP
## 2 WSH_3 20.17 TUV
## 3 WSH_3 0.16 AUT
## 4 WSH_3 23.76 MHL
## 5 WSH_3 298.22 AGO
## 6 WSH_3 0.04 LVAe_exp_watersanithyg
# 1. NumericValue in numerische Werte umwandeln und Spalte umbenennen
e_exp_watersanithyg <- e_exp_watersanithyg %>%
mutate(e_exp_watersanithyg = as.numeric(NumericValue)) %>% # Umwandlung in numerisch
select(-NumericValue) # Entfernen der alten Spalte NumericValue
# 2. Auswahl von SEX == "BTSX"
e_exp_watersanithyg <- e_exp_watersanithyg %>%
filter(SEX == "BTSX")
# 3. Auswahl von AGEGROUP == "YEARSALL"
e_exp_watersanithyg <- e_exp_watersanithyg %>%
filter(AGEGROUP == "YEARSALL")
# Überprüfen der Änderungen
head(e_exp_watersanithyg)## A 'GHO' object of 6 elements.
##
## IndicatorCode COUNTRY SEX AGEGROUP e_exp_watersanithyg
## 1 WSH_10 AUT BTSX YEARSALL 27
## 2 WSH_10 PHL BTSX YEARSALL 4172
## 3 WSH_10 MOZ BTSX YEARSALL 9964
## 4 WSH_10 SRB BTSX YEARSALL 87
## 5 WSH_10 FIN BTSX YEARSALL 3
## 6 WSH_10 JPN BTSX YEARSALL 482e_exp_disaster
library(dplyr)
library(tidyr)
# 1. Spalte `Value` in numerische Werte umwandeln
e_exp_disaster <- e_exp_disaster %>%
mutate(Value = as.numeric(Value))
# 2. Jahre in Spalten umwandeln
e_exp_disaster <- e_exp_disaster %>%
pivot_wider(names_from = YEAR, values_from = Value)
# 3. Durchschnitt von 2005 bis 2014 berechnen und ggf. über alle Jahre mitteln
e_exp_disaster <- e_exp_disaster %>%
rowwise() %>%
mutate(
Avg_2005_2014 = mean(c_across(`2005`:`2014`), na.rm = TRUE), # Durchschnitt von 2005 bis 2014
e_exp_disaster = ifelse(
all(is.na(c_across(`2005`:`2014`))), # Wenn keine Daten von 2005 bis 2014 vorhanden sind
mean(c_across(where(is.numeric)), na.rm = TRUE), # Durchschnitt über alle Jahre
Avg_2005_2014 # Ansonsten bleibt der Durchschnitt von 2005 bis 2014
)
) %>%
ungroup()
# Überprüfung der Änderungen
head(e_exp_disaster)## # A tibble: 6 × 21
## IndicatorCode COUNTRY `2019` `2007` `2005` `2016` `2006` `2011` `2008` `2014`
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 SDGDISASTER DZA 0.03 0.18 0.36 0 0.03 0.08 0.24 0
## 2 SDGDISASTER SYR NA 0.76 0.13 NA 0.36 NA 1.15 NA
## 3 SDGDISASTER CHE 9.01 5.89 6.76 3.2 5.83 4.96 5.76 3.77
## 4 SDGDISASTER THA NA NA NA 0.26 NA NA NA NA
## 5 SDGDISASTER UGA NA 0.93 NA 0.27 1.36 2.26 0.67 0.23
## 6 SDGDISASTER ECU 0 0.25 NA 3.95 0.59 0 1.25 0
## # ℹ 11 more variables: `2021` <dbl>, `2018` <dbl>, `2012` <dbl>, `2009` <dbl>,
## # `2015` <dbl>, `2013` <dbl>, `2010` <dbl>, `2020` <dbl>, `2017` <dbl>,
## # Avg_2005_2014 <dbl>, e_exp_disaster <dbl>e_exp_airdeath100k
library(dplyr)
library(tidyr)
# 1. Spalte NumericValue in numerische Werte umwandeln
e_exp_airdeath100k <- e_exp_airdeath100k %>%
mutate(NumericValue = as.numeric(NumericValue))
e_exp_airdeath100k <- e_exp_airdeath100k %>%
filter(!is.na(COUNTRY))
# 2. Auswahl von BTSX in der Spalte SEX
e_exp_airdeath100k <- e_exp_airdeath100k %>%
filter(SEX == "BTSX")
# 3. Überprüfung und Auswahl von GHE000000
countries_with_GHE000000 <- e_exp_airdeath100k %>%
filter(GHECAUSE == "GHE000000") %>%
pull(COUNTRY) %>%
unique()
e_exp_airdeath100k <- e_exp_airdeath100k %>%
filter(
COUNTRY %in% countries_with_GHE000000, # Nur Länder mit GHE000000 behalten
GHECAUSE == "GHE000000" # Nur GHE000000 behalten
)
# 4. Jahre in separate Spalten ausweisen
e_exp_airdeath100k <- e_exp_airdeath100k %>%
select(COUNTRY, YEAR, NumericValue) %>% # Relevante Spalten auswählen
pivot_wider(names_from = YEAR, values_from = NumericValue)
# 5. Durchschnitt zwischen 2005 und 2014 berechnen
e_exp_airdeath100k <- e_exp_airdeath100k %>%
rowwise() %>%
mutate(
Avg_2005_2014 = mean(c_across(`2010`:`2014`), na.rm = TRUE), # Durchschnitt 2005–2014
e_exp_airdeath100k = ifelse(
all(is.na(c_across(`2010`:`2014`))), # Wenn keine Werte von 2005–2014
mean(c_across(where(is.numeric)), na.rm = TRUE), # Durchschnitt über alle Jahre
Avg_2005_2014 # Ansonsten 2005–2014 Durchschnitt
)
) %>%
ungroup()
# Überprüfen der Änderungen
head(e_exp_airdeath100k)## # A tibble: 6 × 13
## COUNTRY `2010` `2015` `2011` `2016` `2018` `2019` `2017` `2014` `2012` `2013`
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 AUT 25.1 22.0 24.4 19.5 19.6 17.5 19.6 20.4 23.0 22.5
## 2 JPN 17.9 14.9 17.7 14.4 12.4 11.8 13.2 15.8 16.0 16.4
## 3 MNE 128. 126. 131. 125. 123. 115. 125. 126. 129. 126.
## 4 SWE 14.8 10.4 14.8 8.72 8.68 8.08 8.49 10.3 13.1 11.6
## 5 SGP 31.4 26.5 29.0 24.7 22.7 23.4 24.6 27.5 27.0 28.0
## 6 HTI 225. 223. 230. 220. 215. 210. 218. 225. 230. 225.
## # ℹ 2 more variables: Avg_2005_2014 <dbl>, e_exp_airdeath100k <dbl>library("WDI")
# Suche nach Indikatoren, die das Wort "unemployment" enthalten
search_results <- WDIsearch(string = "Rule of Law", field = "name")
# Anzeigen der Suchergebnisse
print(search_results)## indicator
## 7894 GV.RULE.LW.ES
## 7895 GV.RULE.LW.NO
## 7896 GV.RULE.LW.SE
## 10923 MO.INDEX.SRLW.XQ
## 14897 RL.EST
## 14898 RL.NO.SRC
## 14899 RL.PER.RNK
## 14900 RL.PER.RNK.LOWER
## 14901 RL.PER.RNK.UPPER
## 14902 RL.STD.ERR
## name
## 7894 Rule of Law (estimate)
## 7895 Rule of Law (number off surveys/polls)
## 7896 Rule of Law (standard error)
## 10923 Safety and Rule of Law
## 14897 Rule of Law: Estimate
## 14898 Rule of Law: Number of Sources
## 14899 Rule of Law: Percentile Rank
## 14900 Rule of Law: Percentile Rank, Lower Bound of 90% Confidence Interval
## 14901 Rule of Law: Percentile Rank, Upper Bound of 90% Confidence Interval
## 14902 Rule of Law: Standard ErrorNaming:
Hardship:
- Health / Safety (HS), Crime (C), Financial (F), Environmental (E)
Factor:
- HS: Alcohol (alc), Drugs (drg), Nicotine (nic), Mental Health (mh), Sex (sex), Other (oth)
- F: Gambling (gam), Investment (inv), Other (oth)
- E: Exposure (exp), Socioeconomic (ses), Other (oth)
e_ses_gini: SI.POV.GINI - Gini index
The Gini index measures the extent to which the distribution of income or consumption among individuals or households within an economy deviates from a perfectly equal distribution. A Gini index of 0 represents perfect equality, while an index of 100 implies perfect inequality.
countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")
indicators <- c("SI.POV.GINI")
# Daten abrufen
e_ses_gini <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)
# Spalten umbenennen
e_ses_gini <- e_ses_gini %>%
rename(e_ses_gini = SI.POV.GINI) # Control of Corruption (estimate)
# Daten transformieren: Jahre als Spalten darstellen
e_ses_gini <- e_ses_gini %>%
pivot_wider(names_from = year, values_from = e_ses_gini)
# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_gini <- e_ses_gini %>%
mutate(e_ses_gini = rowMeans(select(., starts_with("20")), na.rm = TRUE))
# Rename iso3c to COUNTRY
e_ses_gini <- e_ses_gini %>%
rename(COUNTRY = iso3c)
# Werte mit 0 oder NaN durch NA ersetzen
e_ses_gini <- e_ses_gini %>%
mutate(e_ses_gini = case_when(
is.nan(e_ses_gini) ~ NA_real_,
e_ses_gini == 0 ~ NA_real_,
TRUE ~ e_ses_gini
))
# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_gini)e_ses_unemployment: SL.UEM.TOTL.ZS - Unemployment, total (% of total labor force) (modeled ILO estimate)
e_ses_school: SL.UEM.TOTL.ZS - Unemployment, total (% of total labor force) (modeled ILO estimate)
e_ses_water: ER.H2O.FWTL.ZS - Annual freshwater withdrawals, total (% of internal resources)
Annual freshwater withdrawals refer to total water withdrawals, not counting evaporation losses from storage basins. Withdrawals also include water from desalination plants in countries where they are a significant source. Withdrawals can exceed 100 percent of total renewable resources where extraction from nonrenewable aquifers or desalination plants is considerable or where there is significant water reuse. Withdrawals for agriculture and industry are total withdrawals for irrigation and livestock production and for direct industrial use (including withdrawals for cooling thermoelectric plants). Withdrawals for domestic uses include drinking water, municipal use or supply, and use for public services, commercial establishments, and homes.
countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")
indicators <- c("ER.H2O.FWTL.ZS")
# Daten abrufen
e_ses_water <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)
# Spalten umbenennen
e_ses_water <- e_ses_water %>%
rename(e_ses_water = `ER.H2O.FWTL.ZS`)
# Daten transformieren: Jahre als Spalten darstellen
e_ses_water <- e_ses_water %>%
pivot_wider(names_from = year, values_from = e_ses_water)
# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_water <- e_ses_water %>%
mutate(e_ses_water = rowMeans(select(., starts_with("20")), na.rm = TRUE))
# Rename iso3c to COUNTRY
e_ses_water <- e_ses_water %>%
rename(COUNTRY = iso3c)
# Werte mit 0 oder NaN durch NA ersetzen
e_ses_water <- e_ses_water %>%
mutate(e_ses_water = case_when(
is.nan(e_ses_water) ~ NA_real_,
e_ses_water == 0 ~ NA_real_,
TRUE ~ e_ses_water
))
# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_water)Join Specifications to hardship_HS
hardship_environment <- left_join(hardship_environment, e_oth_safewater[, c("COUNTRY", "e_oth_safewater")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_oth_drinkingwater[, c("COUNTRY", "e_oth_drinkingwater")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_watersanithyg100k[, c("COUNTRY", "e_exp_watersanithyg100k")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_watersanithyg[, c("COUNTRY", "e_exp_watersanithyg")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_disaster[, c("COUNTRY", "e_exp_disaster")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_airdeath100k[, c("COUNTRY", "e_exp_airdeath100k")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_gini[, c("COUNTRY", "e_ses_gini")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_unemployment[, c("COUNTRY", "e_ses_unemployment")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_school[, c("COUNTRY", "e_ses_school")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_water[, c("COUNTRY", "e_ses_water")], by = "COUNTRY")
head(hardship_environment)## COUNTRY homiciderate gdp infantmortality lifeexpectancy gini
## 1 AFG 0.73081567 2.2360657 2.37578109 4.0022569 -0.9956570
## 2 DZA -0.94251429 0.3486396 0.67575023 -0.4367913 -1.2221060
## 3 AND -0.37932540 -1.0837948 -1.34931275 -1.2409599 -1.2724280
## 4 ARG 0.30124250 -0.2861997 -0.07668981 -0.4796043 0.6272279
## 5 ARM 0.06070368 0.1067501 0.18958519 -0.1468729 -1.5240381
## 6 AUS -1.04808642 -1.0818945 -1.21803875 -1.1806477 -0.3792123
## femalemale_primedu hardship_index country avg_age avg_hardship_index
## 1 8.81084638 2.86001812 Afghanistan -0.69804334 2.86001812
## 2 -0.27456306 -0.30859746 Algeria -0.30657247 -0.30859746
## 3 -0.27552784 -0.93355812 Andorra -0.06025079 -0.93355812
## 4 -0.27552784 -0.03159187 Argentina 0.17942269 -0.03159187
## 5 0.01555433 -0.21638627 Armenia 0.28752726 -0.21638627
## 6 -0.29382066 -0.86695006 Australia 0.55954069 -0.86695006
## avg_risktaking HS_original_infantmortality HS_original_lifeexpectancy
## 1 51.72412 2.37578109 4.0022569
## 2 53.03729 0.67575023 -0.4367913
## 3 51.90591 -1.34931275 -1.2409599
## 4 48.60275 -0.07668981 -0.4796043
## 5 48.98472 0.18958519 -0.1468729
## 6 49.05534 -1.21803875 -1.1806477
## e_original_gini f_original_gini c_original_homiciderate f_original_gdp
## 1 -0.9956570 -0.9956570 0.73081567 2.2360657
## 2 -1.2221060 -1.2221060 -0.94251429 0.3486396
## 3 -1.2724280 -1.2724280 -0.37932540 -1.0837948
## 4 0.6272279 0.6272279 0.30124250 -0.2861997
## 5 -1.5240381 -1.5240381 0.06070368 0.1067501
## 6 -0.3792123 -0.3792123 -1.04808642 -1.0818945
## HS_original_genderequality e_oth_safewater e_oth_drinkingwater
## 1 8.81084638 19.29776 49.65501
## 2 -0.27456306 74.96667 92.19125
## 3 -0.27552784 90.64000 100.00000
## 4 -0.27552784 NA 97.69833
## 5 0.01555433 83.13354 97.85505
## 6 -0.29382066 NA 99.85179
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k
## 1 282.40 4121 0.3400000 288.63538
## 2 24.60 610 0.1183333 51.56638
## 3 0.54 NA NA NA
## 4 0.84 279 2.2083333 32.72163
## 5 4.56 5 12.7216667 84.18000
## 6 0.12 52 0.1200000 9.62950
## e_ses_gini e_ses_unemployment e_ses_school e_ses_water
## 1 NA 7.8486 0.6151610 43.015907
## 2 27.60000 11.3737 0.9936571 66.042586
## 3 NA NA NA NA
## 4 44.00000 8.3015 1.0390530 12.428502
## 5 30.52000 15.7786 1.0091329 39.753608
## 6 34.83333 5.1272 NA 3.287998Missing Countries
# Auswahl aller Spalten, die mit "F_" beginnen
missing_countries <- grep("^e_", names(hardship_environment), value = TRUE)
# Berechnung des Prozentsatzes der fehlenden Werte pro Land
missing_percentages <- hardship_environment %>%
select(country, all_of(missing_countries)) %>%
group_by(country) %>%
summarise_each(funs(sum(is.na(.)) / n() * 100), all_of(missing_countries)) %>%
mutate(average_missing = rowMeans(select(., -country), na.rm = TRUE)) %>%
arrange(desc(average_missing)) # Sortiert die Daten absteigend nach dem durchschnittlichen Prozentsatz der fehlenden Werte
# Ausgabe der Ergebnisse
print(missing_percentages)## # A tibble: 106 × 13
## country e_original_gini e_oth_safewater e_oth_drinkingwater
## <chr> <dbl> <dbl> <dbl>
## 1 Serbia and Montenegro 100 100 100
## 2 Taiwan 0 100 100
## 3 <NA> 0 100 100
## 4 Andorra 0 0 0
## 5 Libya 0 100 0
## 6 Haiti 0 100 0
## 7 Kuwait 0 0 0
## 8 Palestine 0 0 0
## 9 Saudi Arabia 0 100 0
## 10 Trinidad and Tobago 0 100 0
## # ℹ 96 more rows
## # ℹ 9 more variables: e_exp_watersanithyg100k <dbl>, e_exp_watersanithyg <dbl>,
## # e_exp_disaster <dbl>, e_exp_airdeath100k <dbl>, e_ses_gini <dbl>,
## # e_ses_unemployment <dbl>, e_ses_school <dbl>, e_ses_water <dbl>,
## # average_missing <dbl># Länder HKG, RAW und TWN aus dem Datensatz entfernen
hardship_environment <- hardship_environment %>%
filter(!COUNTRY %in% c("TWN", "AND"))
hardship_environment <- hardship_environment %>%
filter(!country %in% c("Serbia and Montenegro"))
head(hardship_environment)## COUNTRY homiciderate gdp infantmortality lifeexpectancy gini
## 1 AFG 0.73081567 2.2360657 2.37578109 4.0022569 -0.9956570
## 2 DZA -0.94251429 0.3486396 0.67575023 -0.4367913 -1.2221060
## 3 ARG 0.30124250 -0.2861997 -0.07668981 -0.4796043 0.6272279
## 4 ARM 0.06070368 0.1067501 0.18958519 -0.1468729 -1.5240381
## 5 AUS -1.04808642 -1.0818945 -1.21803875 -1.1806477 -0.3792123
## 6 AUT -1.48343702 -1.1603490 -1.13911760 -1.0649213 -0.8950129
## femalemale_primedu hardship_index country avg_age avg_hardship_index
## 1 8.81084638 2.86001812 Afghanistan -0.6980433 2.86001812
## 2 -0.27456306 -0.30859746 Algeria -0.3065725 -0.30859746
## 3 -0.27552784 -0.03159187 Argentina 0.1794227 -0.03159187
## 4 0.01555433 -0.21638627 Armenia 0.2875273 -0.21638627
## 5 -0.29382066 -0.86695006 Australia 0.5595407 -0.86695006
## 6 0.06355315 -0.94654744 Austria 0.6472993 -0.94654744
## avg_risktaking HS_original_infantmortality HS_original_lifeexpectancy
## 1 51.72412 2.37578109 4.0022569
## 2 53.03729 0.67575023 -0.4367913
## 3 48.60275 -0.07668981 -0.4796043
## 4 48.98472 0.18958519 -0.1468729
## 5 49.05534 -1.21803875 -1.1806477
## 6 48.54463 -1.13911760 -1.0649213
## e_original_gini f_original_gini c_original_homiciderate f_original_gdp
## 1 -0.9956570 -0.9956570 0.73081567 2.2360657
## 2 -1.2221060 -1.2221060 -0.94251429 0.3486396
## 3 0.6272279 0.6272279 0.30124250 -0.2861997
## 4 -1.5240381 -1.5240381 0.06070368 0.1067501
## 5 -0.3792123 -0.3792123 -1.04808642 -1.0818945
## 6 -0.8950129 -0.8950129 -1.48343702 -1.1603490
## HS_original_genderequality e_oth_safewater e_oth_drinkingwater
## 1 8.81084638 19.29776 49.65501
## 2 -0.27456306 74.96667 92.19125
## 3 -0.27552784 NA 97.69833
## 4 0.01555433 83.13354 97.85505
## 5 -0.29382066 NA 99.85179
## 6 0.06355315 98.38037 100.00000
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k
## 1 282.40 4121 0.34000000 288.63538
## 2 24.60 610 0.11833333 51.56638
## 3 0.84 279 2.20833333 32.72163
## 4 4.56 5 12.72166667 84.18000
## 5 0.12 52 0.12000000 9.62950
## 6 0.16 27 0.07166667 20.98988
## e_ses_gini e_ses_unemployment e_ses_school e_ses_water
## 1 NA 7.8486 0.6151610 43.015907
## 2 27.60000 11.3737 0.9936571 66.042586
## 3 44.00000 8.3015 1.0390530 12.428502
## 4 30.52000 15.7786 1.0091329 39.753608
## 5 34.83333 5.1272 NA 3.287998
## 6 30.37000 5.0950 0.9691420 6.304407hardship_environment <- hardship_environment %>% select(COUNTRY, country, avg_risktaking, e_original_gini, e_oth_safewater, e_oth_drinkingwater, e_exp_watersanithyg100k, e_exp_watersanithyg, e_exp_disaster, e_exp_airdeath100k, e_ses_gini, e_ses_unemployment, e_ses_school, e_ses_water)
str(hardship_Finance)## 'data.frame': 105 obs. of 12 variables:
## $ COUNTRY : chr "AFG" "DZA" "AND" "ARG" ...
## $ homiciderate : num 0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
## $ gdp : num 2.236 0.349 -1.084 -0.286 0.107 ...
## $ infantmortality : num 2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
## $ lifeexpectancy : num 4.002 -0.437 -1.241 -0.48 -0.147 ...
## $ gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ femalemale_primedu: num 8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
## $ hardship_index : num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ country : chr "Afghanistan" "Algeria" "Andorra" "Argentina" ...
## $ avg_age : num -0.698 -0.3066 -0.0603 0.1794 0.2875 ...
## $ avg_hardship_index: num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ avg_risktaking : num 51.7 53 51.9 48.6 49 ...Missing values
Prüfung auf den Mechanismus des Fehlens von Daten
# Laden des Pakets
library(mice)# Little's MCAR-Test durchführen
mcar_test <- mice::md.pattern(hardship_environment, plot = TRUE)
# Ausgabe des Testergebnisses
print(mcar_test)## COUNTRY e_original_gini e_ses_unemployment country avg_risktaking
## 47 1 1 1 1 1
## 16 1 1 1 1 1
## 11 1 1 1 1 1
## 4 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 3 1 1 1 1 1
## 3 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 4 1 1 1 1 1
## 2 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 0 0
## 0 0 0 1 1
## e_oth_drinkingwater e_exp_watersanithyg e_ses_water e_exp_airdeath100k
## 47 1 1 1 1
## 16 1 1 1 1
## 11 1 1 1 1
## 4 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 3 1 1 1 1
## 3 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 4 1 1 1 1
## 2 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 0
## 1 1 1 1 0
## 1 1 1 1 0
## 1 1 1 0 1
## 1 1 0 1 0
## 1 0 0 0 0
## 1 2 2 5
## e_exp_disaster e_ses_school e_ses_gini e_exp_watersanithyg100k
## 47 1 1 1 1
## 16 1 1 1 1
## 11 1 1 1 0
## 4 1 1 0 1
## 1 1 1 0 1
## 1 1 1 0 0
## 1 1 1 0 0
## 3 1 0 1 1
## 3 1 0 1 1
## 1 1 0 0 1
## 1 1 0 0 1
## 4 0 1 1 1
## 2 0 1 1 0
## 1 0 1 0 1
## 1 0 0 1 1
## 1 1 1 1 1
## 1 1 0 1 1
## 1 0 1 0 0
## 1 1 1 0 0
## 1 1 1 1 0
## 1 0 1 0 0
## 10 10 13 19
## e_oth_safewater
## 47 1 0
## 16 0 1
## 11 1 1
## 4 1 1
## 1 0 2
## 1 1 2
## 1 0 3
## 3 1 1
## 3 0 2
## 1 1 2
## 1 0 3
## 4 1 1
## 2 1 2
## 1 1 2
## 1 0 3
## 1 1 1
## 1 1 2
## 1 0 5
## 1 1 3
## 1 1 3
## 1 0 10
## 25 89# Installieren des naniar Pakets, falls noch nicht geschehen
if (!require("naniar")) install.packages("naniar")
# Laden des Pakets
library(naniar)
# Durchführung von Little's MCAR-Test (ähnlich)
mcar_test <- naniar::mcar_test(hardship_environment)
# Ausgabe des Testergebnisses
print(mcar_test)## # A tibble: 1 × 4
## statistic df p.value missing.patterns
## <dbl> <dbl> <dbl> <int>
## 1 221. 230 0.652 21library(mice)
library(VIM)
aggr_plot <- aggr(hardship_environment, col = c('navyblue', 'red'), numbers = TRUE, sortVars = TRUE,
labels = names(hardship_environment), cex.axis = 0.7, gap = 3, ylab = c("Missing Data", "Pattern"))
##
## Variables sorted by number of missings:
## Variable Count
## e_oth_safewater 0.242718447
## e_exp_watersanithyg100k 0.184466019
## e_ses_gini 0.126213592
## e_exp_disaster 0.097087379
## e_ses_school 0.097087379
## e_exp_airdeath100k 0.048543689
## e_exp_watersanithyg 0.019417476
## e_ses_water 0.019417476
## country 0.009708738
## avg_risktaking 0.009708738
## e_oth_drinkingwater 0.009708738
## COUNTRY 0.000000000
## e_original_gini 0.000000000
## e_ses_unemployment 0.000000000vis_miss(hardship_environment)
# Berechnung des Anteils fehlender Werte für jede Variable
missing_percentages <- sapply(hardship_environment, function(x) {
sum(is.na(x)) / length(x) * 100
})
# Ausgabe der Ergebnisse
missing_percentages## COUNTRY country avg_risktaking
## 0.0000000 0.9708738 0.9708738
## e_original_gini e_oth_safewater e_oth_drinkingwater
## 0.0000000 24.2718447 0.9708738
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## 18.4466019 1.9417476 9.7087379
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## 4.8543689 12.6213592 0.0000000
## e_ses_school e_ses_water
## 9.7087379 1.9417476# Darstellung der Ergebnisse in einem Dataframe
missing_summary <- data.frame(
Variable = names(missing_percentages),
MissingPercentage = missing_percentages
)
# Sortiere die Variablen nach dem Prozentsatz der fehlenden Werte
missing_summary <- missing_summary[order(-missing_summary$MissingPercentage), ]
# Ausgabe der Tabelle
print(missing_summary)## Variable MissingPercentage
## e_oth_safewater e_oth_safewater 24.2718447
## e_exp_watersanithyg100k e_exp_watersanithyg100k 18.4466019
## e_ses_gini e_ses_gini 12.6213592
## e_exp_disaster e_exp_disaster 9.7087379
## e_ses_school e_ses_school 9.7087379
## e_exp_airdeath100k e_exp_airdeath100k 4.8543689
## e_exp_watersanithyg e_exp_watersanithyg 1.9417476
## e_ses_water e_ses_water 1.9417476
## country country 0.9708738
## avg_risktaking avg_risktaking 0.9708738
## e_oth_drinkingwater e_oth_drinkingwater 0.9708738
## COUNTRY COUNTRY 0.0000000
## e_original_gini e_original_gini 0.0000000
## e_ses_unemployment e_ses_unemployment 0.0000000# Überprüfe, ob alle Variablen tatsächlich numerisch sind
sapply(hardship_environment, function(x) all(is.numeric(x)))## COUNTRY country avg_risktaking
## FALSE FALSE TRUE
## e_original_gini e_oth_safewater e_oth_drinkingwater
## TRUE TRUE TRUE
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## TRUE TRUE TRUE
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## TRUE TRUE TRUE
## e_ses_school e_ses_water
## TRUE TRUE# Erstelle einen Methoden-Vektor
methods <- rep("none", ncol(hardship_environment))
names(methods) <- colnames(hardship_environment)
# Weisen den relevanten Spalten Imputationsmethoden zu
methods["e_original_gini"] <- "pmm" # Numerisch
methods["e_oth_safewater"] <- "pmm" # Numerisch
methods["e_exp_watersanithyg100k"] <- "pmm" # Numerisch
methods["e_ses_gini"] <- "pmm" # Numerisch
methods["e_ses_school"] <- "pmm" # Numerisch
methods["e_exp_disaster"] <- "pmm" # Numerisch
methods["e_exp_airdeath100k"] <- "pmm" # Numerisch
methods["e_exp_watersanithyg"] <- "pmm" # Numerisch
methods["e_ses_water"] <- "pmm" # Numerisch
methods["e_oth_drinkingwater"] <- "pmm" # Numerisch
methods["e_ses_unemployment"] <- "pmm" # Numerisch# Auswahl nur der numerischen Spalten
hardship_environment_numeric <- hardship_environment %>%
select(where(is.numeric)) %>%
select(-avg_risktaking)
# Durchführung der Imputation nur für die numerischen Spalten
library(mice)
imputed_data <- mice(
hardship_environment_numeric,
m = 20, # 5 vollständige Datensätze erzeugen
maxit = 50, # Maximale Iterationen
seed = 123 # Reproduzierbarkeit
)##
## iter imp variable
## 1 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water# Zusammenfassung der Imputationsergebnisse
summary(imputed_data)## Class: mids
## Number of multiple imputations: 20
## Imputation methods:
## e_original_gini e_oth_safewater e_oth_drinkingwater
## "" "pmm" "pmm"
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## "pmm" "pmm" "pmm"
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## "pmm" "pmm" ""
## e_ses_school e_ses_water
## "pmm" "pmm"
## PredictorMatrix:
## e_original_gini e_oth_safewater e_oth_drinkingwater
## e_original_gini 0 1 1
## e_oth_safewater 1 0 1
## e_oth_drinkingwater 1 1 0
## e_exp_watersanithyg100k 1 1 1
## e_exp_watersanithyg 1 1 1
## e_exp_disaster 1 1 1
## e_exp_watersanithyg100k e_exp_watersanithyg
## e_original_gini 1 1
## e_oth_safewater 1 1
## e_oth_drinkingwater 1 1
## e_exp_watersanithyg100k 0 1
## e_exp_watersanithyg 1 0
## e_exp_disaster 1 1
## e_exp_disaster e_exp_airdeath100k e_ses_gini
## e_original_gini 1 1 1
## e_oth_safewater 1 1 1
## e_oth_drinkingwater 1 1 1
## e_exp_watersanithyg100k 1 1 1
## e_exp_watersanithyg 1 1 1
## e_exp_disaster 0 1 1
## e_ses_unemployment e_ses_school e_ses_water
## e_original_gini 1 1 1
## e_oth_safewater 1 1 1
## e_oth_drinkingwater 1 1 1
## e_exp_watersanithyg100k 1 1 1
## e_exp_watersanithyg 1 1 1
## e_exp_disaster 1 1 1# Zugriff auf den ersten vollständig imputierten Datensatz
completed_data <- complete(imputed_data, 1)
# Überprüfung der Struktur des vollständigen Datensatzes
str(completed_data)## 'data.frame': 103 obs. of 11 variables:
## $ e_original_gini : num -0.996 -1.222 0.627 -1.524 -0.379 ...
## $ e_oth_safewater : num 19.3 75 92.4 83.1 99.9 ...
## $ e_oth_drinkingwater : num 49.7 92.2 97.7 97.9 99.9 ...
## $ e_exp_watersanithyg100k: num 282.4 24.6 0.84 4.56 0.12 ...
## $ e_exp_watersanithyg : num 4121 610 279 5 52 ...
## $ e_exp_disaster : num 0.34 0.118 2.208 12.722 0.12 ...
## $ e_exp_airdeath100k : num 288.64 51.57 32.72 84.18 9.63 ...
## $ e_ses_gini : num 27.7 27.6 44 30.5 34.8 ...
## $ e_ses_unemployment : num 7.85 11.37 8.3 15.78 5.13 ...
## $ e_ses_school : num 0.615 0.994 1.039 1.009 0.955 ...
## $ e_ses_water : num 43.02 66.04 12.43 39.75 3.29 ...imputed_data$imp$e_oth_safewater # Zeigt die imputierten Werte für diese Variable## 1 2 3 4 5 6 7
## 3 92.359818 92.540180 89.25108 92.359818 82.591372 83.133540 100.000000
## 5 99.947095 98.137902 74.96667 95.711932 94.185688 95.711932 95.172765
## 10 26.774252 51.694520 51.93740 51.251137 54.889830 62.537050 51.694520
## 12 25.038652 57.663335 38.98712 26.774252 45.346410 51.937398 57.663335
## 15 19.297757 11.139485 25.03865 21.028092 25.038652 6.932845 22.067440
## 17 19.297757 22.067440 28.21305 7.873342 7.873342 21.028092 19.297757
## 20 54.889830 54.889830 51.93740 51.937398 51.694520 57.663335 26.774252
## 27 99.535147 99.474540 99.47454 99.535147 99.559905 99.559905 99.559905
## 37 19.297757 11.139485 45.34641 19.297757 28.213052 19.297757 11.139485
## 38 55.406393 54.889830 46.29138 71.335555 38.987115 64.941133 26.774252
## 40 62.537050 7.873342 19.29776 6.932845 19.297757 19.297757 7.873342
## 49 6.932845 22.067440 19.29776 28.213052 19.297757 11.139485 7.873342
## 53 97.781015 99.982063 99.98206 99.474540 77.910732 99.535147 99.559905
## 57 22.067440 38.987115 11.13949 45.346410 57.663335 45.346410 45.346410
## 75 19.297757 28.213052 21.02809 22.067440 19.297757 28.213052 19.297757
## 76 99.982063 95.711932 97.78101 99.982063 55.008600 99.474540 98.212498
## 80 51.251137 88.474128 63.05255 48.469347 51.937398 46.291380 75.280042
## 88 82.591372 77.910732 76.43349 83.167305 83.167305 74.644730 88.474128
## 89 79.156070 83.167305 63.05255 79.156070 77.910732 83.133540 83.167305
## 91 100.000000 87.737930 83.13354 74.644730 88.474128 79.156070 74.966673
## 94 98.212498 99.535147 99.98206 97.781015 99.474540 97.781015 99.559905
## 97 92.359818 81.845195 89.25108 92.359818 92.359818 92.359818 100.000000
## 99 71.335555 77.910732 64.94113 71.335555 77.910732 79.156070 75.280042
## 101 21.028092 22.067440 25.03865 19.297757 6.932845 22.067440 11.139485
## 102 21.028092 11.139485 28.21305 11.139485 19.297757 28.213052 19.297757
## 8 9 10 11 12 13 14
## 3 94.867207 100.000000 92.35982 55.008600 76.433487 92.359818 89.251077
## 5 96.700000 99.559905 97.39474 94.185688 99.947095 95.711932 64.079782
## 10 54.889830 57.663335 46.29138 54.889830 54.889830 51.694520 57.663335
## 12 45.346410 22.067440 26.77425 45.346410 28.213052 51.937398 11.139485
## 15 21.028092 19.297757 28.21305 11.139485 19.297757 19.297757 19.297757
## 17 28.213052 8.508572 11.13949 6.932845 21.028092 21.028092 11.139485
## 20 26.774252 57.663335 51.69452 54.889830 46.291380 51.694520 51.694520
## 27 99.535147 97.781015 97.78101 99.474540 100.000000 99.982063 19.297757
## 37 19.297757 19.297757 22.06744 6.932845 28.213052 28.213052 45.346410
## 38 48.469347 100.000000 11.13949 48.469347 46.291380 45.346410 55.008600
## 40 7.873342 21.028092 26.77425 28.213052 6.932845 7.873342 71.335555
## 49 19.297757 21.028092 21.02809 19.297757 19.297757 28.213052 19.297757
## 53 71.335555 99.474540 99.53515 99.947095 79.354213 97.781015 51.694520
## 57 22.067440 11.139485 45.34641 45.346410 38.987115 38.987115 19.297757
## 75 11.139485 11.139485 22.06744 28.213052 21.028092 28.213052 6.932845
## 76 97.810510 99.982063 94.86721 94.867207 89.251077 99.982063 51.937398
## 80 38.987115 26.774252 48.46935 51.694520 38.987115 51.251137 54.889830
## 88 82.591372 83.167305 83.16730 79.354213 83.167305 76.433487 88.474128
## 89 74.644730 97.042817 75.28004 88.474128 83.133540 83.167305 94.185688
## 91 74.644730 97.042817 89.25108 83.167305 83.133540 83.167305 74.966673
## 94 99.535147 99.535147 97.78101 97.781015 100.000000 97.781015 51.937398
## 97 92.540180 81.845195 100.00000 82.591372 82.591372 55.008600 55.008600
## 99 79.354213 63.052548 75.28004 93.289123 74.644730 79.354213 41.339865
## 101 28.213052 6.932845 19.29776 19.297757 25.038652 21.028092 22.067440
## 102 7.873342 28.213052 19.29776 7.873342 19.297757 28.213052 25.038652
## 15 16 17 18 19 20
## 3 83.133540 55.00860 92.35982 82.591372 83.133540 83.167305
## 5 95.711932 97.81051 99.87894 97.664362 96.700000 99.350905
## 10 54.889830 51.69452 51.69452 51.694520 51.937398 51.694520
## 12 45.346410 28.21305 38.98712 51.937398 22.067440 45.346410
## 15 6.932845 11.13949 21.02809 21.028092 28.213052 19.297757
## 17 6.932845 21.02809 19.29776 19.297757 28.213052 19.297757
## 20 54.889830 54.88983 46.29138 51.694520 46.291380 62.537050
## 27 97.781015 97.78101 99.55991 99.474540 99.559905 7.873342
## 37 22.067440 22.06744 28.21305 11.139485 19.297757 25.038652
## 38 46.291380 22.06744 53.68106 48.469347 26.774252 76.433487
## 40 19.297757 57.66333 21.02809 21.028092 8.508572 21.028092
## 49 22.067440 19.29776 19.29776 28.213052 21.028092 11.139485
## 53 85.334170 83.16730 96.39312 96.393118 97.781015 51.694520
## 57 28.213052 45.34641 22.06744 22.067440 28.213052 11.139485
## 75 28.213052 22.06744 19.29776 11.139485 6.932845 8.508572
## 76 99.350905 87.73793 81.84520 99.535147 95.172765 51.694520
## 80 54.889830 55.40639 26.77425 54.889830 66.609538 54.889830
## 88 88.474128 76.43349 82.59137 74.644730 79.354213 74.718625
## 89 75.280042 77.91073 88.47413 74.644730 55.008600 83.133540
## 91 88.474128 100.00000 83.13354 55.008600 99.947095 45.748000
## 94 92.465317 99.87894 85.33417 99.982063 99.559905 28.213052
## 97 79.156070 92.35982 81.84520 97.042817 81.845195 89.251077
## 99 41.339865 66.60954 79.35421 79.354213 41.339865 66.140613
## 101 25.038652 19.29776 28.21305 6.932845 22.067440 25.038652
## 102 6.932845 11.13949 28.21305 11.139485 11.139485 11.139485imputed_data$imp$e_exp_watersanithyg100k # Zeigt die imputierten Werte für diese Variable## 1 2 3 4 5 6 7 8 9 10 11 12
## 31 0.55 2.46 0.28 0.20 0.33 0.39 8.20 0.82 1.47 4.36 0.82 4.36
## 35 12.32 1.47 4.36 0.33 0.17 19.31 79.72 13.65 0.77 0.82 0.33 0.50
## 38 0.45 0.45 4.18 0.17 16.13 0.16 3.72 8.42 3.72 53.38 9.19 14.63
## 42 8.34 3.72 0.17 0.45 16.13 9.31 0.39 8.42 19.31 0.14 9.19 9.19
## 44 0.00 1.47 1.47 0.03 0.77 1.96 0.55 1.27 0.16 0.22 24.60 4.96
## 45 0.12 0.39 0.16 0.20 0.33 0.82 0.59 0.03 0.20 8.20 2.46 0.16
## 50 43.10 8.34 13.36 12.32 12.32 0.50 4.36 0.16 1.47 0.22 0.82 0.03
## 53 8.20 1.09 0.06 154.04 3.72 37.64 0.22 0.33 0.81 8.20 16.13 0.22
## 54 0.03 196.02 61.74 282.40 196.02 196.02 67.80 0.59 0.22 71.88 18.20 8.20
## 62 1.27 4.36 0.55 0.22 1.09 4.36 4.36 0.59 0.22 0.59 0.82 0.59
## 67 0.84 4.36 9.17 0.84 43.10 43.10 0.03 0.50 3.72 4.96 0.84 0.28
## 70 7.15 12.32 0.45 3.72 0.12 0.12 0.16 0.45 0.16 13.24 0.16 9.19
## 71 43.10 0.55 2.46 0.92 8.42 13.65 0.82 1.96 0.70 4.36 4.96 5.90
## 73 4.36 1.27 0.14 3.94 8.34 0.00 0.39 0.16 0.06 1.27 0.03 0.33
## 76 16.13 37.64 13.65 0.28 2.46 18.20 0.50 4.56 31.65 4.18 0.17 9.31
## 77 4.19 0.12 9.19 0.45 9.31 16.13 4.18 8.42 19.31 0.17 1.96 4.19
## 79 0.12 1.09 0.67 4.36 4.96 0.82 0.20 4.96 8.20 0.22 13.36 12.32
## 81 0.39 0.84 0.84 2.46 9.19 4.96 0.92 0.33 1.47 0.12 0.67 4.96
## 95 1.27 0.82 13.36 1.47 12.32 0.12 0.22 0.12 1.47 4.36 0.20 0.70
## 13 14 15 16 17 18 19 20
## 31 0.12 2.46 4.96 8.20 1.47 0.55 0.92 1.47
## 35 24.60 0.92 24.60 4.96 3.94 0.39 43.10 0.82
## 38 31.65 0.77 1.26 40.81 0.39 4.18 7.15 0.77
## 42 0.28 0.77 0.45 0.77 7.15 24.60 0.17 8.34
## 44 0.67 0.12 1.27 4.96 43.10 0.12 0.03 0.55
## 45 0.12 0.06 0.67 0.55 1.96 4.36 0.00 0.92
## 50 1.09 0.03 1.09 1.47 0.59 2.46 0.00 0.39
## 53 0.59 0.92 1.47 4.18 0.16 7.15 24.60 1.47
## 54 71.88 1.96 97.87 111.05 61.74 154.04 86.08 282.40
## 62 0.33 0.82 0.20 0.59 13.36 0.12 8.20 13.36
## 67 12.32 3.72 12.32 0.77 0.17 13.65 0.03 0.45
## 70 0.12 0.17 9.17 0.16 3.94 9.31 24.60 0.03
## 71 1.26 13.65 13.24 0.39 13.65 13.36 0.70 0.55
## 73 0.33 0.50 24.60 0.03 43.10 1.47 0.03 1.26
## 76 0.67 32.99 0.28 9.31 25.96 0.45 0.12 3.94
## 77 0.81 4.18 0.12 0.12 18.20 0.50 19.31 3.72
## 79 4.96 0.12 8.34 13.36 0.55 0.82 0.06 0.16
## 81 0.16 13.65 0.33 0.55 0.59 1.09 2.46 1.27
## 95 0.20 0.12 0.20 0.84 0.22 0.12 0.20 0.55imputed_data$imp$e_ses_gini # Zeigt die imputierten Werte für diese Variable## 1 2 3 4 5 6 7 8
## 1 27.71000 27.71000 26.0400 32.50000 27.71000 26.36000 32.50000 27.71000
## 16 34.75000 33.40000 38.3400 39.90000 40.10000 39.16667 36.22000 33.40000
## 38 53.94444 43.20000 53.3000 60.50000 53.30000 60.50000 53.66250 43.20000
## 50 36.22000 40.10000 36.9000 41.42000 36.65556 41.58571 38.34000 40.10000
## 53 53.30000 53.30000 53.6625 53.66250 53.66250 53.30000 53.94444 48.83000
## 62 33.40000 36.22000 33.4000 38.34000 33.40000 41.42000 34.79000 36.22000
## 72 40.10000 45.50000 36.2200 34.79000 41.10000 38.16667 38.34286 38.34286
## 76 42.70000 44.70000 44.7000 46.66667 50.86667 44.70000 42.70000 44.70000
## 78 42.60000 50.86667 47.2000 47.20000 46.30000 51.45000 47.20000 50.86667
## 84 53.94444 48.96000 48.9600 43.20000 53.94444 53.94444 43.20000 43.20000
## 89 46.68000 46.68000 43.2000 46.30000 43.20000 48.96000 51.45000 47.20000
## 91 35.46667 41.10000 42.7000 38.16667 43.48000 34.79000 42.70000 46.40000
## 98 39.90000 38.34000 35.9500 39.90000 38.34000 39.16667 36.65556 39.16667
## 9 10 11 12 13 14 15 16
## 1 27.71000 24.92000 26.72000 27.56000 26.04000 30.52000 26.36000 26.36000
## 16 35.46667 39.16667 33.40000 36.22000 36.65556 36.90000 36.65556 34.75000
## 38 53.66250 49.60000 60.50000 48.83000 48.83000 60.50000 48.83000 53.30000
## 50 36.22000 34.21000 41.58571 39.16667 34.75000 41.10000 39.90000 41.42000
## 53 60.50000 48.83000 60.50000 53.66250 60.50000 48.83000 53.66250 63.55000
## 62 35.46667 36.90000 40.10000 36.22000 34.75000 39.90000 38.34000 40.10000
## 72 46.40000 34.75000 43.87500 41.42000 46.40000 36.22000 35.46667 39.05000
## 76 47.20000 46.40000 48.10000 42.60000 47.20000 48.10000 44.00000 37.55000
## 78 50.86667 40.85000 46.30000 44.70000 47.20000 42.60000 50.86667 46.68000
## 84 49.60000 49.60000 48.96000 49.60000 48.96000 48.96000 43.20000 43.20000
## 89 43.20000 48.10000 48.10000 46.68000 43.20000 44.70000 49.60000 53.94444
## 91 46.40000 36.22000 43.48000 45.50000 45.50000 46.40000 38.16667 35.46667
## 98 34.75000 39.16667 41.42000 39.90000 38.34000 34.83333 36.65556 36.22000
## 17 18 19 20
## 1 26.04000 27.71000 27.71000 26.04000
## 16 36.65556 36.22000 36.22000 38.34000
## 38 53.30000 53.30000 63.55000 53.94444
## 50 36.65556 36.90000 38.34000 32.65000
## 53 48.83000 43.20000 53.30000 48.83000
## 62 40.10000 41.10000 33.40000 36.22000
## 72 46.40000 47.00000 40.10000 38.34000
## 76 37.55000 42.60000 42.70000 46.30000
## 78 48.10000 37.55000 50.86667 44.00000
## 84 48.96000 51.45000 43.20000 43.20000
## 89 46.30000 46.30000 51.45000 51.45000
## 91 42.70000 46.66667 38.34000 50.86667
## 98 38.34000 34.75000 39.16667 36.65556imputed_data$imp$e_ses_school # Zeigt die imputierten Werte für diese Variable## 1 2 3 4 5 6 7
## 5 0.9553290 0.9553290 0.9893930 0.9906540 1.0092300 1.0007260 1.0179170
## 7 0.9936571 0.8498600 0.8138000 1.0071833 0.9738687 0.9528811 1.0053700
## 11 1.0091170 1.0660080 0.9922140 0.9930080 0.7387650 0.9855560 0.8145300
## 37 0.9805350 0.8138000 0.9528811 0.9514420 1.0186770 0.8145300 0.8498600
## 52 0.9948463 0.9797643 1.0390530 1.0074500 0.9805350 1.0071833 0.9948463
## 78 1.0271840 1.0247570 1.0715600 1.0370460 1.0370460 1.0296750 1.0092300
## 89 1.0253390 1.0715600 0.9909500 1.0091170 1.0715600 1.0181511 0.9974300
## 94 1.0036520 1.0092300 1.0091329 0.9855912 1.0051960 0.9930080 0.9936571
## 100 1.0091329 0.9903970 0.9992130 1.0311520 0.9974300 0.9805350 0.9992130
## 102 0.9738687 0.7387650 0.9528811 1.0071833 1.0186770 1.0053700 1.0053700
## 8 9 10 11 12 13 14
## 5 0.9553290 1.001733 1.0074500 1.025339 1.0021730 1.0108870 1.0296750
## 7 0.8145300 0.967639 0.8785296 0.983481 0.9896530 0.8498600 1.0660080
## 11 0.9907933 0.990397 1.0009422 1.000942 0.9984040 1.0053700 0.9797643
## 37 0.9738687 0.980535 0.9685750 1.005370 1.0660080 0.8498600 0.9528811
## 52 1.0293290 1.024752 0.9846320 0.968932 0.9017325 1.0053700 1.0051960
## 78 1.0293290 1.003652 0.9797643 1.009117 0.9960770 1.0370460 0.9385610
## 89 1.0370460 1.071560 1.0296750 1.018151 1.0092300 1.0108870 0.9385610
## 94 0.9846320 0.967639 1.0017333 0.990654 1.0091170 1.0146180 0.9385610
## 100 1.0293290 1.010887 1.0091329 1.024752 1.0452483 0.9805350 0.9971145
## 102 0.8138000 1.066008 0.9834810 0.968575 0.9834810 0.9528811 0.9834810
## 15 16 17 18 19 20
## 5 0.9960770 1.0044550 1.0169040 0.9017325 1.011802 0.9948463
## 7 0.8145300 0.9738687 0.8138000 0.9691420 0.738765 0.9738687
## 11 0.8138000 0.8145300 0.9676390 0.9797643 0.998404 0.9805350
## 37 0.7387650 0.9528811 0.8145300 0.9936571 0.738765 1.0053700
## 52 0.9855912 0.9971145 1.0045860 1.0021730 1.018151 1.0091329
## 78 0.9893930 1.0036520 1.0247570 1.0044550 1.038113 1.0051960
## 89 1.0036520 1.0296750 0.9893930 1.0390530 1.024757 1.0381133
## 94 0.9992130 1.0181511 0.9909500 0.9017325 1.004455 0.9707290
## 100 1.0179170 1.0293290 1.0226550 0.9907933 1.005196 0.9017325
## 102 0.7387650 0.9060400 0.9528811 0.9896530 0.897447 0.9834810imputed_data$imp$e_exp_disaster # Zeigt die imputierten Werte für diese Variable## 1 2 3 4 5 6
## 18 0.26500000 0.0440000 0.06333333 0.07666667 0.26500000 15.89000000
## 33 0.04000000 1.6816667 0.47400000 0.79666667 0.00000000 0.20000000
## 35 0.06833333 0.4740000 1.02833333 0.43000000 0.43000000 0.20000000
## 37 0.00000000 0.1200000 1.12000000 8.17166667 1.12000000 0.00000000
## 38 0.29000000 0.8516667 0.18833333 0.58166667 12.72166667 0.02166667
## 44 0.95800000 0.0000000 1.75333333 0.79666667 5.04666667 0.76333333
## 53 0.29000000 0.0000000 0.78333333 0.34000000 0.55166667 0.43000000
## 59 0.78333333 1.7533333 0.37166667 1.29333333 0.22666667 1.29333333
## 64 0.00000000 0.4683333 0.00000000 0.23500000 0.07666667 0.46833333
## 84 0.29000000 13.4875000 1.15800000 13.80833333 0.16800000 0.08250000
## 7 8 9 10 11 12
## 18 1.19000000 0.18833333 0.01500000 0.9466667 0.20000000 2.12666667
## 33 1.19000000 0.78333333 6.87833333 0.2000000 0.22166667 2.12666667
## 35 13.48750000 0.18833333 0.09333333 15.8900000 0.53500000 1.29333333
## 37 1.29333333 0.08250000 1.12000000 1.2933333 0.53500000 0.08250000
## 38 2.12666667 1.29333333 0.01500000 0.9580000 0.53500000 0.06333333
## 44 4.36000000 6.87833333 0.79666667 0.0000000 0.11833333 0.15000000
## 53 0.06333333 13.80833333 1.29333333 0.0400000 0.53500000 0.34000000
## 59 0.95800000 0.29000000 0.04000000 0.0000000 2.12666667 0.06333333
## 64 0.25000000 1.29333333 13.48750000 5.5500000 13.48750000 0.15000000
## 84 0.00000000 0.09333333 0.11000000 13.4875000 0.06333333 0.53500000
## 13 14 15 16 17 18 19
## 18 4.360000 0.2900000 0.09333333 0.20000000 0.07666667 0.37600000 0.48500000
## 33 0.250000 0.2900000 0.11000000 0.04400000 0.60000000 0.31000000 0.47400000
## 35 0.535000 0.0825000 0.27000000 0.71000000 0.09333333 3.05666667 0.55166667
## 37 8.171667 6.8783333 0.37166667 0.02166667 1.29333333 0.18833333 0.03833333
## 38 0.958000 0.1183333 0.04400000 0.58166667 0.48500000 0.20000000 0.77000000
## 44 0.040000 13.8083333 0.21750000 0.60000000 0.07666667 0.11833333 0.71000000
## 53 13.808333 1.2933333 0.01000000 0.08250000 0.26000000 0.85166667 8.17166667
## 59 0.958000 6.8783333 2.12666667 0.18833333 1.68166667 0.03833333 1.15800000
## 64 0.958000 0.2175000 5.55000000 2.20833333 0.22166667 0.11000000 0.77000000
## 84 6.878333 0.2900000 0.47400000 0.29000000 5.55000000 0.08250000 0.08666667
## 20
## 18 0.07166667
## 33 0.06833333
## 35 0.08666667
## 37 0.58166667
## 38 15.89000000
## 44 0.11833333
## 53 0.09333333
## 59 0.95800000
## 64 0.01500000
## 84 13.80833333imputed_data$imp$e_exp_airdeath100k # Zeigt die imputierten Werte für diese Variable## 1 2 3 4 5 6 7
## 14 9.62950 10.27887 23.40275 43.85112 84.1800 13.39100 43.85112
## 38 116.36838 94.73925 104.61862 43.85112 100.7660 58.22563 46.49725
## 52 94.48500 104.61862 46.49725 109.09713 152.5989 100.76600 100.76600
## 53 9.62950 26.23112 16.52538 118.13712 84.1800 23.75875 54.15637
## 67 84.97237 102.46025 104.61862 86.45525 104.6186 118.13712 36.91200
## 8 9 10 11 12 13 14
## 14 12.69225 80.53812 88.57088 39.35325 99.07875 84.18000 35.00312
## 38 195.23163 75.26812 215.95050 94.73925 51.56638 94.73925 18.32812
## 52 109.09713 46.49725 89.79700 152.59888 109.09713 94.32088 139.89600
## 53 23.40275 9.62950 49.43525 16.78175 124.21637 10.54688 170.86462
## 67 88.57088 36.91200 58.22563 49.20275 102.46025 18.32812 116.36838
## 15 16 17 18 19 20
## 14 49.75125 40.36462 19.86187 20.98988 18.32812 9.963125
## 38 170.86462 162.64388 51.56638 46.30913 158.29237 45.020375
## 52 158.29237 100.76600 109.09713 137.42675 46.49725 100.766000
## 53 45.02038 16.35050 75.26812 26.23112 75.26812 156.513875
## 67 84.97237 23.40275 54.15637 49.75125 28.22000 31.285375imputed_data$imp$e_exp_watersanithyg # Zeigt die imputierten Werte für diese Variable## 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
## 38 5 3 368 592 1517 208 67 25579 4 29 5 2 193 41 3448 59
## 67 163 10132 112 125 972 4393 2761 27 208 1882 71611 585 620 1882 4172 8950
## 17 18 19 20
## 38 1578 77 1578 59
## 67 117 4393 1517 302imputed_data$imp$e_ses_water # Zeigt die imputierten Werte für diese Variable## 1 2 3 4 5 6 7 8
## 38 20.229627 8.507292 40.5390 2.742248 74.31657 72.33463 14.61822 304.8348
## 50 1.159268 1.036416 238.4024 88.695000 15.83190 304.83476 28.93076 1790.0303
## 9 10 11 12 13 14 15
## 38 6952.950000 28.70783 23.64651 19.4790 32.83405 24.89564 1.036416
## 50 1.908775 420.44643 25.28318 143.5933 15.83190 14.61822 6952.950000
## 16 17 18 19 20
## 38 1.261153 29.54583 2.241365 28.930761 420.44643
## 50 88.695000 304.83476 4.642441 1.036416 31.61497imputed_data$imp$e_oth_drinkingwater # Zeigt die imputierten Werte für diese Variable## 1 2 3 4 5 6 7 8
## 38 96.43869 90.19121 88.85758 95.28318 88.85758 91.74927 87.85474 88.85758
## 9 10 11 12 13 14 15 16
## 38 98.11257 50.17371 91.74927 82.7047 89.90936 87.85474 90.19121 82.7047
## 17 18 19 20
## 38 89.33547 88.60774 89.46502 89.11546imputed_data$imp$e_ses_unemployment # Zeigt die imputierten Werte für diese Variable## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
## <0 rows> (or 0-length row.names)imputed_data$imp$e_original_gini## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
## <0 rows> (or 0-length row.names)# visualisierung
stripplot(imputed_data, pch = 20, cex = 1.2) # Verteilung der imputierten Werte
densityplot(imputed_data) # Dichte der imputierten Werte
# Imputierte Daten extrahieren
completed_data <- complete(imputed_data, action = 1)library(dplyr)
# Berechnung der Mittelwerte vor der Imputation, ausschließend 'COUNTRY', 'country', 'avg_risktaking'
mean_values_pre_imputation <- hardship_environment %>%
select(-COUNTRY, -country, -avg_risktaking) %>% # Ausschluss dieser Spalten
sapply(mean, na.rm = TRUE)
# Ausgabe der Mittelwerte
print(mean_values_pre_imputation)## e_original_gini e_oth_safewater e_oth_drinkingwater
## 1.689033e-02 7.222883e+01 8.855085e+01
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## 3.334000e+01 8.541396e+03 3.182909e+00
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## 8.494398e+01 3.767977e+01 7.681381e+00
## e_ses_school e_ses_water
## 9.826350e-01 1.394360e+02# Berechnung der Mittelwerte nach der Imputation
mean_values_post_imputation <- completed_data %>%
sapply(mean, na.rm = TRUE)
# Ausgabe der Mittelwerte
print(mean_values_post_imputation)## e_original_gini e_oth_safewater e_oth_drinkingwater
## 1.689033e-02 6.865295e+01 8.862743e+01
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## 2.866495e+01 8.377175e+03 2.902866e+00
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## 8.387956e+01 3.817374e+01 7.681381e+00
## e_ses_school e_ses_water
## 9.840555e-01 1.369362e+02# Vergleich der Mittelwerte vor und nach der Imputation
comparison_data <- data.frame(
Variable = names(mean_values_pre_imputation),
PreImputation = mean_values_pre_imputation,
PostImputation = mean_values_post_imputation
)
# Plotten der Mittelwerte vor und nach der Imputation
library(ggplot2)
ggplot(comparison_data, aes(x = Variable)) +
geom_bar(aes(y = PreImputation), stat = "identity", fill = "blue", alpha = 0.7) +
geom_bar(aes(y = PostImputation), stat = "identity", fill = "red", alpha = 0.5) +
theme_minimal() +
labs(title = "Vergleich der Mittelwerte vor und nach der Imputation",
y = "Mittelwert",
fill = "Legende") +
scale_fill_manual(values = c("Pre-Imputation" = "blue", "Post-Imputation" = "red")) +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) # Verbessert die Lesbarkeit der x-Achsenbeschriftungen
# Identifizieren der gemeinsamen Variablennamen
common_names <- intersect(names(mean_values_pre_imputation), names(mean_values_post_imputation))
# Erstellung des Dataframes nur mit den gemeinsamen Variablen
comparison_data <- data.frame(
Variable = common_names,
PreImputation = mean_values_pre_imputation[common_names],
PostImputation = mean_values_post_imputation[common_names]
)
# Überprüfen der Ergebnisse
print(comparison_data)## Variable PreImputation PostImputation
## e_original_gini e_original_gini 1.689033e-02 1.689033e-02
## e_oth_safewater e_oth_safewater 7.222883e+01 6.865295e+01
## e_oth_drinkingwater e_oth_drinkingwater 8.855085e+01 8.862743e+01
## e_exp_watersanithyg100k e_exp_watersanithyg100k 3.334000e+01 2.866495e+01
## e_exp_watersanithyg e_exp_watersanithyg 8.541396e+03 8.377175e+03
## e_exp_disaster e_exp_disaster 3.182909e+00 2.902866e+00
## e_exp_airdeath100k e_exp_airdeath100k 8.494398e+01 8.387956e+01
## e_ses_gini e_ses_gini 3.767977e+01 3.817374e+01
## e_ses_unemployment e_ses_unemployment 7.681381e+00 7.681381e+00
## e_ses_school e_ses_school 9.826350e-01 9.840555e-01
## e_ses_water e_ses_water 1.394360e+02 1.369362e+02Füge die imputierten Variablen zurück in den ursprünglichen Datensatz ein:
# Gruppierung entfernen
hardship_environment <- hardship_environment %>%
ungroup()
# Füge die imputierten Variablen zurück in den Datensatz ein
hardship_environment <- hardship_environment %>%
mutate(
e_oth_safewater = completed_data$e_oth_safewater,
e_exp_watersanithyg100k = completed_data$e_exp_watersanithyg100k,
e_ses_gini = completed_data$e_ses_gini,
e_ses_school = completed_data$e_ses_school,
e_exp_disaster = completed_data$e_exp_disaster,
e_exp_airdeath100k = completed_data$e_exp_airdeath100k,
e_exp_watersanithyg = completed_data$e_exp_watersanithyg,
e_ses_water = completed_data$e_ses_water
)
# Struktur überprüfen
str(hardship_environment)## 'data.frame': 103 obs. of 14 variables:
## $ COUNTRY : chr "AFG" "DZA" "ARG" "ARM" ...
## $ country : chr "Afghanistan" "Algeria" "Argentina" "Armenia" ...
## $ avg_risktaking : num 51.7 53 48.6 49 49.1 ...
## $ e_original_gini : num -0.996 -1.222 0.627 -1.524 -0.379 ...
## $ e_oth_safewater : num 19.3 75 92.4 83.1 99.9 ...
## $ e_oth_drinkingwater : num 49.7 92.2 97.7 97.9 99.9 ...
## $ e_exp_watersanithyg100k: num 282.4 24.6 0.84 4.56 0.12 ...
## $ e_exp_watersanithyg : num 4121 610 279 5 52 ...
## $ e_exp_disaster : num 0.34 0.118 2.208 12.722 0.12 ...
## $ e_exp_airdeath100k : num 288.64 51.57 32.72 84.18 9.63 ...
## $ e_ses_gini : num 27.7 27.6 44 30.5 34.8 ...
## $ e_ses_unemployment : num 7.85 11.37 8.3 15.78 5.13 ...
## $ e_ses_school : num 0.615 0.994 1.039 1.009 0.955 ...
## $ e_ses_water : num 43.02 66.04 12.43 39.75 3.29 ...sum(is.na(hardship_environment$e_oth_safewater)) # Soll 0 ergeben## [1] 0sum(is.na(hardship_environment$e_exp_watersanithyg100k)) # Soll 0 ergeben## [1] 0sum(is.na(hardship_environment$e_ses_gini)) # Soll 0 ergeben## [1] 0sum(is.na(hardship_environment$e_ses_school)) # Soll 0 ergeben## [1] 0sum(is.na(hardship_environment$e_exp_disaster)) # Soll 0 ergeben## [1] 0sum(is.na(hardship_environment$e_exp_airdeath100k)) # Soll 0 ergeben## [1] 0sum(is.na(hardship_environment$e_exp_watersanithyg)) # Soll 0 ergeben## [1] 0sum(is.na(hardship_environment$e_ses_water)) # Soll 0 ergeben## [1] 0check countryfacts
# Plot histograms for each numeric variable
hardship_environment %>%
select_if(is.numeric) %>%
gather() %>%
ggplot(aes(value)) +
facet_wrap(~key, scales = "free") +
geom_histogram(bins = 30) +
theme_minimal()
Ausreisser
# 1. Logarithmische Transformation nur für relevante Variablen
hardship_environment <- hardship_environment %>%
mutate(
e_exp_watersanithyg = log(e_exp_watersanithyg + 1), # Nur für große Wertebereiche
e_ses_water = log(e_ses_water + 1)
)
# 2. Winsorisierung nur auf Variablen mit potenziellen Ausreißern
winsorize <- function(x, lower_quantile = 0.01, upper_quantile = 0.99) {
lower <- quantile(x, lower_quantile, na.rm = TRUE)
upper <- quantile(x, upper_quantile, na.rm = TRUE)
pmin(pmax(x, lower), upper)
}
hardship_environment <- hardship_environment %>%
mutate(
e_exp_disaster = winsorize(e_exp_disaster),
e_exp_airdeath100k = winsorize(e_exp_airdeath100k),
e_ses_unemployment = winsorize(e_ses_unemployment)
)
# 3. Keine Anpassung für andere Variablen (z. B. e_oth_safewater)
# Überprüfen der Struktur nach Transformationen
# view(hardship_environment)# Anpassung der Daten vor dem Logarithmieren, Ersetzen von Null oder negativen Werten durch einen kleinen positiven Wert
hardship_environment <- hardship_environment %>%
mutate(
e_exp_watersanithyg100k = ifelse(e_exp_watersanithyg100k <= 0, 0.1, e_exp_watersanithyg100k),
e_exp_disaster = ifelse(e_exp_disaster <= 0, 0.1, e_exp_disaster)
)
# Anwendung der Logarithmus-Transformation mit log1p
hardship_environment <- hardship_environment %>%
mutate(
e_exp_watersanithyg100k = log1p(e_exp_watersanithyg100k),
e_exp_disaster = log1p(e_exp_disaster)
)
# Überprüfung der Daten nach der Logarithmus-Transformation
summary(hardship_environment$e_exp_watersanithyg100k)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.02956 0.52173 2.09802 2.11392 3.50596 5.64686summary(hardship_environment$e_exp_disaster)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.004987 0.095310 0.254642 0.533742 0.601010 2.824254Reverse Coding - Standardize and create hardship_environment
library(dplyr)
# Log-transform the variables using dplyr
hardship_environment <- hardship_environment %>%
mutate(
e_oth_safewater = log(e_oth_safewater),
e_ses_gini = log(e_ses_gini),
e_ses_school = log(e_ses_school),
e_exp_airdeath100k = log(e_exp_airdeath100k),
e_oth_drinkingwater = log(e_oth_drinkingwater),
e_ses_unemployment = log(e_ses_unemployment)
)
head(hardship_environment)## COUNTRY country avg_risktaking e_original_gini e_oth_safewater
## 1 AFG Afghanistan 51.72412 -0.9956570 2.959989
## 2 DZA Algeria 53.03729 -1.2221060 4.317044
## 3 ARG Argentina 48.60275 0.6272279 4.525692
## 4 ARM Armenia 48.98472 -1.5240381 4.420448
## 5 AUS Australia 49.05534 -0.3792123 4.604641
## 6 AUT Austria 48.54463 -0.8950129 4.588841
## e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg
## 1 3.905099 5.6468593 8.324094
## 2 4.523865 3.2425924 6.415097
## 3 4.581885 0.6097656 5.634790
## 4 4.583487 1.7155981 1.791759
## 5 4.603687 0.1133287 3.970292
## 6 4.605170 0.1484200 3.332205
## e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_unemployment e_ses_school
## 1 0.29266961 5.440266 3.321793 2.060335 -0.485871244
## 2 0.11183948 3.942870 3.317816 2.431304 -0.006363081
## 3 1.16575159 3.488036 3.784190 2.116436 0.038309720
## 4 2.61897609 4.432957 3.418382 2.758655 0.009091410
## 5 0.11332869 2.264831 3.550575 1.634560 -0.045699494
## 6 0.06921507 3.044040 3.413455 1.628260 -0.031344121
## e_ses_water
## 1 3.784551
## 2 4.205328
## 3 2.597379
## 4 3.707544
## 5 1.455820
## 6 1.988478str(hardship_environment)## 'data.frame': 103 obs. of 14 variables:
## $ COUNTRY : chr "AFG" "DZA" "ARG" "ARM" ...
## $ country : chr "Afghanistan" "Algeria" "Argentina" "Armenia" ...
## $ avg_risktaking : num 51.7 53 48.6 49 49.1 ...
## $ e_original_gini : num -0.996 -1.222 0.627 -1.524 -0.379 ...
## $ e_oth_safewater : num 2.96 4.32 4.53 4.42 4.6 ...
## $ e_oth_drinkingwater : num 3.91 4.52 4.58 4.58 4.6 ...
## $ e_exp_watersanithyg100k: num 5.647 3.243 0.61 1.716 0.113 ...
## $ e_exp_watersanithyg : num 8.32 6.42 5.63 1.79 3.97 ...
## $ e_exp_disaster : num 0.293 0.112 1.166 2.619 0.113 ...
## $ e_exp_airdeath100k : num 5.44 3.94 3.49 4.43 2.26 ...
## $ e_ses_gini : num 3.32 3.32 3.78 3.42 3.55 ...
## $ e_ses_unemployment : num 2.06 2.43 2.12 2.76 1.63 ...
## $ e_ses_school : num -0.48587 -0.00636 0.03831 0.00909 -0.0457 ...
## $ e_ses_water : num 3.78 4.21 2.6 3.71 1.46 ...# Plot histograms for each numeric variable
hardship_environment %>%
select_if(is.numeric) %>%
gather() %>%
ggplot(aes(value)) +
facet_wrap(~key, scales = "free") +
geom_histogram(bins = 30) +
theme_minimal()
Reverse Coding - Standardize and create hardship_HS
# Now apply the scale function after confirming all variables are numeric
hardship_environment <- hardship_environment %>%
mutate(
e_oth_drinkingwater = scale(-e_oth_drinkingwater), # reverse coding
e_oth_safewater = scale(-e_oth_safewater), # reverse coding
e_exp_watersanithyg100k = scale(e_exp_watersanithyg100k),
e_ses_gini = scale(e_ses_gini),
e_ses_school = scale(-e_ses_school),
e_exp_disaster = scale(e_exp_disaster),
e_exp_airdeath100k = scale(e_exp_airdeath100k),
e_exp_watersanithyg = scale(e_exp_watersanithyg),
e_ses_unemployment = scale(e_ses_unemployment),
e_ses_water = scale(e_ses_water)
) %>%
rowwise() %>%
mutate(
hardship_HS = mean(c(e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, e_ses_unemployment, e_ses_water), na.rm = TRUE)
) %>%
ungroup()
#view(hardship_environment)
head(hardship_environment)## # A tibble: 6 × 15
## COUNTRY country avg_risktaking e_original_gini e_oth_safewater[,1]
## <chr> <chr> <dbl> <dbl> <dbl>
## 1 AFG Afghanistan 51.7 -0.996 1.63
## 2 DZA Algeria 53.0 -1.22 -0.372
## 3 ARG Argentina 48.6 0.627 -0.681
## 4 ARM Armenia 49.0 -1.52 -0.525
## 5 AUS Australia 49.1 -0.379 -0.798
## 6 AUT Austria 48.5 -0.895 -0.774
## # ℹ 10 more variables: e_oth_drinkingwater <dbl[,1]>,
## # e_exp_watersanithyg100k <dbl[,1]>, e_exp_watersanithyg <dbl[,1]>,
## # e_exp_disaster <dbl[,1]>, e_exp_airdeath100k <dbl[,1]>,
## # e_ses_gini <dbl[,1]>, e_ses_unemployment <dbl[,1]>, e_ses_school <dbl[,1]>,
## # e_ses_water <dbl[,1]>, hardship_HS <dbl>str(hardship_environment)## tibble [103 × 15] (S3: tbl_df/tbl/data.frame)
## $ COUNTRY : chr [1:103] "AFG" "DZA" "ARG" "ARM" ...
## $ country : chr [1:103] "Afghanistan" "Algeria" "Argentina" "Armenia" ...
## $ avg_risktaking : num [1:103] 51.7 53 48.6 49 49.1 ...
## $ e_original_gini : num [1:103] -0.996 -1.222 0.627 -1.524 -0.379 ...
## $ e_oth_safewater : num [1:103, 1] 1.634 -0.372 -0.681 -0.525 -0.798 ...
## ..- attr(*, "scaled:center")= num -4.07
## ..- attr(*, "scaled:scale")= num 0.676
## $ e_oth_drinkingwater : num [1:103, 1] 2.473 -0.274 -0.532 -0.539 -0.629 ...
## ..- attr(*, "scaled:center")= num -4.46
## ..- attr(*, "scaled:scale")= num 0.225
## $ e_exp_watersanithyg100k: num [1:103, 1] 2.132 0.681 -0.908 -0.24 -1.207 ...
## ..- attr(*, "scaled:center")= num 2.11
## ..- attr(*, "scaled:scale")= num 1.66
## $ e_exp_watersanithyg : num [1:103, 1] 1.0287 0.3304 0.0449 -1.3609 -0.564 ...
## ..- attr(*, "scaled:center")= num 5.51
## ..- attr(*, "scaled:scale")= num 2.73
## $ e_exp_disaster : num [1:103, 1] -0.35 -0.613 0.918 3.028 -0.611 ...
## ..- attr(*, "scaled:center")= num 0.534
## ..- attr(*, "scaled:scale")= num 0.689
## $ e_exp_airdeath100k : num [1:103, 1] 1.4536 -0.0878 -0.5559 0.4167 -1.815 ...
## ..- attr(*, "scaled:center")= num 4.03
## ..- attr(*, "scaled:scale")= num 0.971
## $ e_ses_gini : num [1:103, 1] -1.437 -1.456 0.788 -0.972 -0.336 ...
## ..- attr(*, "scaled:center")= num 3.62
## ..- attr(*, "scaled:scale")= num 0.208
## $ e_ses_unemployment : num [1:103, 1] 0.344 0.867 0.424 1.328 -0.255 ...
## ..- attr(*, "scaled:center")= num 1.82
## ..- attr(*, "scaled:scale")= num 0.71
## $ e_ses_school : num [1:103, 1] 6.162 -0.163 -0.752 -0.367 0.356 ...
## ..- attr(*, "scaled:center")= num 0.0187
## ..- attr(*, "scaled:scale")= num 0.0758
## $ e_ses_water : num [1:103, 1] 0.576 0.829 -0.136 0.53 -0.821 ...
## ..- attr(*, "scaled:center")= num 2.82
## ..- attr(*, "scaled:scale")= num 1.67
## $ hardship_HS : num [1:103] 1.4016 -0.0259 -0.139 0.1299 -0.6679 ...Correlation Heatmap with all variables
# Erstellung der Heatmap mit Korrelationskoeffizienten
library(ggplot2)
library(reshape2)
# Berechnung der Korrelationsmatrix
cor_matrix <- cor(hardship_environment %>% select_if(is.numeric), use = "complete.obs")
# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot
melted_cor_matrix <- melt(cor_matrix)
# Erstellen der Heatmap mit Korrelationskoeffizienten
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
geom_tile() + # Zeichnet die Kacheln
geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) + # Fügt die Korrelationskoeffizienten hinzu
scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limit = c(-1,1)) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
labs(fill = "Korrelation", x = NULL, y = NULL) +
coord_fixed()
# Optional: Speichern der Heatmap als PDF
ggsave("correlation_heatmap.pdf", width = 11, height = 9, path = base_path)Corrlation Heatmap
# Auswahl relevanter Spalten
selected_vars <- hardship_environment %>%
select(avg_risktaking, starts_with("e_"))
# Berechnung der Korrelationsmatrix für ausgewählte Variablen
cor_matrix <- cor(selected_vars, use = "complete.obs")
# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot
melted_cor_matrix <- melt(cor_matrix)
# Erstellung der Heatmap mit Korrelationskoeffizienten
library(ggplot2)
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
geom_tile() + # Zeichnet die Kacheln
geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) + # Fügt die Korrelationskoeffizienten hinzu
scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limit = c(-1,1)) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1), axis.text.y = element_text(angle = 45, hjust = 1)) +
labs(fill = "Korrelation", x = NULL, y = NULL) +
coord_fixed()
Cronbachs Alpha
library(psych)
# Sicherstellen, dass alle relevanten 'HS_'-Spalten ausgewählt werden
items <- hardship_environment %>%
select(e_original_gini, e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, e_ses_unemployment, e_ses_water)
# Berechnung von Cronbachs Alpha
alpha_result <- alpha(items)## Some items ( e_ses_unemployment e_ses_water ) were negatively correlated with the first principal component and
## probably should be reversed.
## To do this, run the function again with the 'check.keys=TRUE' optionprint(alpha_result)##
## Reliability analysis
## Call: alpha(x = items)
##
## raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r
## 0.73 0.73 0.86 0.2 2.7 0.037 0.0016 0.52 0.14
##
## 95% confidence boundaries
## lower alpha upper
## Feldt 0.65 0.73 0.8
## Duhachek 0.66 0.73 0.8
##
## Reliability if an item is dropped:
## raw_alpha std.alpha G6(smc) average_r S/N alpha se
## e_original_gini 0.72 0.72 0.82 0.20 2.5 0.038
## e_oth_drinkingwater 0.66 0.66 0.80 0.17 2.0 0.047
## e_oth_safewater 0.66 0.66 0.80 0.16 1.9 0.048
## e_exp_watersanithyg100k 0.65 0.65 0.81 0.16 1.9 0.049
## e_ses_gini 0.73 0.73 0.82 0.21 2.7 0.037
## e_ses_school 0.71 0.71 0.85 0.20 2.5 0.039
## e_exp_disaster 0.75 0.75 0.88 0.23 3.0 0.034
## e_exp_airdeath100k 0.67 0.67 0.83 0.17 2.1 0.046
## e_exp_watersanithyg 0.68 0.68 0.83 0.17 2.1 0.045
## e_ses_unemployment 0.79 0.79 0.89 0.27 3.7 0.030
## e_ses_water 0.77 0.77 0.88 0.25 3.4 0.031
## var.r med.r
## e_original_gini 0.112 0.14
## e_oth_drinkingwater 0.096 0.13
## e_oth_safewater 0.091 0.13
## e_exp_watersanithyg100k 0.098 0.13
## e_ses_gini 0.110 0.14
## e_ses_school 0.117 0.13
## e_exp_disaster 0.125 0.22
## e_exp_airdeath100k 0.109 0.13
## e_exp_watersanithyg 0.110 0.13
## e_ses_unemployment 0.100 0.22
## e_ses_water 0.112 0.22
##
## Item statistics
## n raw.r std.r r.cor r.drop mean sd
## e_original_gini 103 0.501 0.501 0.52 0.353 1.7e-02 1
## e_oth_drinkingwater 102 0.789 0.792 0.84 0.711 -7.6e-15 1
## e_oth_safewater 103 0.821 0.821 0.87 0.751 -6.9e-16 1
## e_exp_watersanithyg100k 103 0.849 0.849 0.87 0.787 -4.0e-16 1
## e_ses_gini 103 0.446 0.445 0.46 0.290 -2.6e-15 1
## e_ses_school 103 0.521 0.521 0.46 0.377 6.5e-17 1
## e_exp_disaster 103 0.281 0.281 0.13 0.111 3.3e-16 1
## e_exp_airdeath100k 103 0.748 0.748 0.73 0.655 3.8e-16 1
## e_exp_watersanithyg 103 0.726 0.727 0.70 0.627 -6.6e-16 1
## e_ses_unemployment 103 -0.049 -0.049 -0.22 -0.218 6.8e-16 1
## e_ses_water 103 0.106 0.106 -0.03 -0.069 2.4e-16 1Corrlation Heatmap without e_ses_water, e_ses_unemployment
library(dplyr)
library(ggplot2)
library(reshape2) # Sollte geladen sein, wenn `melt` verwendet wird
# Auswahl relevanter Spalten, ausschließend e_ses_water und e_ses_unemployment
selected_vars <- hardship_environment %>%
select(avg_risktaking, starts_with("e_"), -e_ses_water, -e_ses_unemployment)
# Berechnung der Korrelationsmatrix für ausgewählte Variablen
cor_matrix <- cor(selected_vars, use = "complete.obs")
# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot mit `melt` aus dem reshape2-Paket
melted_cor_matrix <- melt(cor_matrix)
# Erstellung der Heatmap mit Korrelationskoeffizienten
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
geom_tile() + # Zeichnet die Kacheln
geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) + # Fügt die Korrelationskoeffizienten hinzu
scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limits = c(-1, 1)) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1), axis.text.y = element_text(angle = 45, hjust = 1)) +
labs(fill = "Korrelation", x = NULL, y = NULL) +
coord_fixed()
# Cronbachs Alpha
library(psych)
# Sicherstellen, dass alle relevanten 'HS_'-Spalten ausgewählt werden
items <- hardship_environment %>%
select(e_original_gini, e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg)
# Berechnung von Cronbachs Alpha
alpha_result <- alpha(items)
print(alpha_result)##
## Reliability analysis
## Call: alpha(x = items)
##
## raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r
## 0.83 0.83 0.91 0.35 4.9 0.025 0.0021 0.65 0.29
##
## 95% confidence boundaries
## lower alpha upper
## Feldt 0.78 0.83 0.88
## Duhachek 0.78 0.83 0.88
##
## Reliability if an item is dropped:
## raw_alpha std.alpha G6(smc) average_r S/N alpha se
## e_original_gini 0.83 0.83 0.88 0.38 4.9 0.024
## e_oth_drinkingwater 0.79 0.79 0.87 0.32 3.7 0.032
## e_oth_safewater 0.78 0.78 0.86 0.31 3.5 0.033
## e_exp_watersanithyg100k 0.78 0.78 0.88 0.31 3.6 0.033
## e_ses_gini 0.84 0.84 0.88 0.39 5.2 0.023
## e_ses_school 0.83 0.83 0.91 0.38 5.0 0.025
## e_exp_disaster 0.86 0.86 0.93 0.43 6.1 0.022
## e_exp_airdeath100k 0.80 0.80 0.90 0.33 4.0 0.030
## e_exp_watersanithyg 0.80 0.80 0.90 0.33 4.0 0.030
## var.r med.r
## e_original_gini 0.082 0.38
## e_oth_drinkingwater 0.083 0.29
## e_oth_safewater 0.081 0.25
## e_exp_watersanithyg100k 0.085 0.25
## e_ses_gini 0.076 0.38
## e_ses_school 0.087 0.29
## e_exp_disaster 0.080 0.40
## e_exp_airdeath100k 0.094 0.29
## e_exp_watersanithyg 0.097 0.29
##
## Item statistics
## n raw.r std.r r.cor r.drop mean sd
## e_original_gini 103 0.52 0.52 0.52 0.38 1.7e-02 1
## e_oth_drinkingwater 102 0.83 0.84 0.86 0.77 -7.6e-15 1
## e_oth_safewater 103 0.89 0.88 0.91 0.84 -6.9e-16 1
## e_exp_watersanithyg100k 103 0.87 0.87 0.87 0.82 -4.0e-16 1
## e_ses_gini 103 0.47 0.47 0.47 0.32 -2.6e-15 1
## e_ses_school 103 0.51 0.51 0.44 0.37 6.5e-17 1
## e_exp_disaster 103 0.27 0.27 0.12 0.11 3.3e-16 1
## e_exp_airdeath100k 103 0.75 0.75 0.71 0.66 3.8e-16 1
## e_exp_watersanithyg 103 0.75 0.75 0.70 0.66 -6.6e-16 1hardship_environment <- hardship_environment %>% select(COUNTRY, country, avg_risktaking, e_original_gini, e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg)write.csv(hardship_environment, file = file.path(base_path, "hardship_environment.csv"), row.names = FALSE)